BONSAI: Bayesian Optimization with Natural Simplicity and Interpretability
BONSAI is a default-aware Bayesian Optimization policy that prunes low-impact parameter changes by reverting them to a default configuration, provided the acquisition value decrease is small. This allows practitioners to find minimal interventions from a known status quo, making recommendations easier to vet and deploy in operational settings.